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Top 16 Python Regression Projects
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Project mention: Book or web book recommendation request: a data visualization cookbook using Python for scientists. | reddit.com/r/Python | 2023-02-22
Have you tried Orange? https://orangedatamining.com/ This is not a direct answer to your question but Orange has Python based stuff for data mining and visualization. It is very intuitive as for being a graphical interface.
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lazypredict
Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning
Project mention: [D] Looking for github package testing many decision tree models - it exists but I can't find it in my browser history | reddit.com/r/MachineLearning | 2023-01-10 -
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orbit
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood. (by uber)
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AlphaPy
Automated Machine Learning [AutoML] with Python, scikit-learn, Keras, XGBoost, LightGBM, and CatBoost
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Machine-Learning
Implementation of different ML Algorithms from scratch, written in Python 3.x (by Gautam-J)
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InfluxDB
Access the most powerful time series database as a service. Ingest, store, & analyze all types of time series data in a fully-managed, purpose-built database. Keep data forever with low-cost storage and superior data compression.
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Project mention: GitHub - brendanartley/Regressio: A python library for univariate regression, interpolation, and smoothing. | reddit.com/r/Python | 2022-08-30
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auton-survival
Auton Survival - an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events
Project mention: [D] ‘auton-survival’ package for deep survival analysis and time to event regression from CMU. | reddit.com/r/MachineLearning | 2022-04-23Paper] github
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deep-kernel-transfer
Official pytorch implementation of the paper "Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels" (NeurIPS 2020)
Project mention: What approach to take predicting a simple data stream? | reddit.com/r/neuralnetworks | 2022-10-03Interesting approach to small datasets. Here is an implementation I'll look at: https://github.com/BayesWatch/deep-kernel-transfer
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Project mention: Conducting Regression on a Multimodal Distributed Dependent Variable | reddit.com/r/datascience | 2022-04-19
I have attempted Gaussian Mixtures and also tried this the following library which was promising (https://github.com/AlexanderFabisch/gmr). The challenge was interpreting results given the clusters.
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tmu
Implements the Tsetlin Machine, Coalesced Tsetlin Machine, Convolutional Tsetlin Machine, Regression Tsetlin Machine, and Weighted Tsetlin Machine, with support for continuous features, drop clause, Type III Feedback, focused negative sampling, multi-task classifier, autoencoder, literal budget, and one-vs-one multi-class classifier. TMU is written in Python with wrappers for C and CUDA-based clause evaluation and updating.
Project mention: [R] New Tsetlin machine learning scheme creates up to 80x smaller logical rules, benefitting hardware efficiency and interpretability. | reddit.com/r/MachineLearning | 2023-01-21Code: https://github.com/cair/tmu
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ols_regression
OLS regression with possibility of controlling for fixed effects and robust standard errors
Project mention: OLS regression on Python with Fixed effects and robust std. errors | reddit.com/r/econometrics | 2022-10-14Here the link: https://github.com/calosor/ols_regression
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Index
What are some of the best open-source Regression projects in Python? This list will help you:
Project | Stars | |
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1 | orange | 4,011 |
2 | lazypredict | 1,936 |
3 | orbit | 1,615 |
4 | MLBox | 1,403 |
5 | AlphaPy | 887 |
6 | imbalanced-regression | 594 |
7 | Machine-Learning | 396 |
8 | Regressio | 323 |
9 | auton-survival | 225 |
10 | deep-kernel-transfer | 173 |
11 | mozregression | 159 |
12 | gmr | 123 |
13 | tmu | 83 |
14 | Gumbi | 43 |
15 | Genome | 1 |
16 | ols_regression | 0 |